{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img align=\"center\" src=\"./images/occiput_logo3.png\" width=\"400\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compressed PET projections"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Occiput stores PET projection data in a compressed format. Compression reduces the RAM, GPU and disk memory requirements, enabling the reconstruction of long time series. The GPU projection and back-projection kernels operate directly on the compressed projection data; therefore compression increases the performance of the projection and back-projection algorithms avoiding the computation of projections and back-projections along irrelevant lines of response. \n",
    "\n",
    "The compressed projection data can be generated from list-mode data and from uncompressed projection data. While the projection, back-projection and reconstruction algorithms operate directly on the compressed data, compressed projections can be decompressed to generate flat numpy nd-arrays. These are useful for inspection and visualization. \n",
    "\n",
    "Compressed projection data can be composed by addition, subtraction, multiplication and division with other projection data (even in case of different sparsity patterns) and with scalar values. \n",
    "\n",
    "Subsets of the projection data can be extracted in two ways (these can be combined): by specifying the sparsity pattern in each projection plane; and by specifying a subset of the projection planes. The methods for the extraction of subsets of the projection data are utilized for example by the OSEM reconstruciton algorithm. \n",
    "\n",
    "This notebook exemplifies the creation and manipulation of compressed projeciton data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import occiput"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate compressed projection data from list-mode "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pet = occiput.Reconstruction.PET.PET_Static_Scan()\n",
    "pet.set_scanner(occiput.Reconstruction.PET.PET_scanners.Biograph_mMR)\n",
    "\n",
    "pet.use_compression(True)\n",
    "time_range_ms = [0,200000]\n",
    "pet.import_listmode('../../data/PET_data/scans/2014_09_05_brain_nf_014_base/listmode_and_sensitivity/PET_ACQ_506_20140905145126-0.l.hdr')\n",
    "\n",
    "prompts = pet.prompts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Are the prompts compressed?:  True\n"
     ]
    }
   ],
   "source": [
    "print \"Are the prompts compressed?: \",prompts.is_compressed()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(56720650,)\n",
      "(3, 56720650)\n",
      "(11, 252)\n"
     ]
    }
   ],
   "source": [
    "# The compressed data is composed of four C arrays: data, locations, offsets, directions\n",
    "print prompts.data.shape\n",
    "print prompts.sparsity.locations.shape\n",
    "print prompts.sparsity.offsets.shape\n",
    "#print prompts.sparsity.directions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Uncompress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uncompression done\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2aed120a0050>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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POPfSNfzdFHdT52AO3GIb2/XRgaJ3Pyve3n44bYky6wJzxnD2EKUWn7jHDW0VLBE3XSAP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B40Nqdo36/g7aUMng5JY590I4SBIl7LU+/Ocjw9SdwJCHJDWPOJv1pg9/FzJBs3Tz5DYubyDTPP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LZVLM30hEjHDYH7cOcdaJTw4xG24XyfOGxIZY5i7c9znaQhbP4hE8+ZAtt8fNGxToRN6nql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\noaGhoaEB+P8iZNT5hDeGnAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aebec299410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "uncompressed_prompts = prompts.uncompress_self()\n",
    "imshow(uncompressed_prompts.data[0,5,:,:].transpose())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compress a Numpy nd-array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# not yet implemented"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "prompts2 = prompts + prompts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extract subsets (uncompressed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(252, 11, 344, 127) (8, 1, 344, 127)\n"
     ]
    }
   ],
   "source": [
    "subsets_generator = occiput.Reconstruction.PET.PET_subsets.SubsetGenerator(prompts.binning.N_azimuthal, prompts.binning.N_axial)\n",
    "subsets = subsets_generator.new_subset(mode=\"random\",subset_size=8)\n",
    "\n",
    "uncompressed_prompts_subset = uncompressed_prompts.get_subset(subsets)\n",
    "\n",
    "print uncompressed_prompts.data.shape, uncompressed_prompts_subset.data.shape\n",
    "# Note: the resulting projection always has dimensions (subset_size, 1, ..,..)\n",
    "# The first index runs over the projection planes in the subset. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Extract subsets (compressed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Not yet implemented \n",
    "#prompts_subset = prompts.get_compressed_subset(subsets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[ 0.        ,  0.01246664,  0.02493327, ...,  3.10419273,\n",
       "          3.1166594 ,  3.12912607],\n",
       "        [ 0.        ,  0.01246664,  0.02493327, ...,  3.10419273,\n",
       "          3.1166594 ,  3.12912607],\n",
       "        [ 0.        ,  0.01246664,  0.02493327, ...,  3.10419273,\n",
       "          3.1166594 ,  3.12912607],\n",
       "        ..., \n",
       "        [ 0.        ,  0.01246664,  0.02493327, ...,  3.10419273,\n",
       "          3.1166594 ,  3.12912607],\n",
       "        [ 0.        ,  0.01246664,  0.02493327, ...,  3.10419273,\n",
       "          3.1166594 ,  3.12912607],\n",
       "        [ 0.        ,  0.01246664,  0.02493327, ...,  3.10419273,\n",
       "          3.1166594 ,  3.12912607]],\n",
       "\n",
       "       [[-0.48199999, -0.48199999, -0.48199999, ..., -0.48199999,\n",
       "         -0.48199999, -0.48199999],\n",
       "        [-0.373     , -0.373     , -0.373     , ..., -0.373     ,\n",
       "         -0.373     , -0.373     ],\n",
       "        [-0.259     , -0.259     , -0.259     , ..., -0.259     ,\n",
       "         -0.259     , -0.259     ],\n",
       "        ..., \n",
       "        [ 0.259     ,  0.259     ,  0.259     , ...,  0.259     ,\n",
       "          0.259     ,  0.259     ],\n",
       "        [ 0.373     ,  0.373     ,  0.373     , ...,  0.373     ,\n",
       "          0.373     ,  0.373     ],\n",
       "        [ 0.48199999,  0.48199999,  0.48199999, ...,  0.48199999,\n",
       "          0.48199999,  0.48199999]]], dtype=float32)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prompts.get_angles()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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